Ax Xiangbo Gao, Renjie Li, Xinghao Chen, Yuheng Wu, Suofei Feng, Qing Yin, Zhengzhong Tu 3/30/2026

PISCO: Precise Video Instance Insertion with Sparse Control

Video generation model for precise instance insertion with sparse control in filmmaking applications, moving beyond prompt-engineering toward controllable generation.

Ax Yaolun Zhang, Ruohui Wang, Jiahao Wang, Yepeng Tang, Xuanyu Zheng, Haonan Duan, Hao Lu, Hanming Deng, Lewei Lu 3/30/2026

EVA: Efficient Reinforcement Learning for End-to-End Video Agent

EVA: reinforcement learning framework for video agents using MLLMs with adaptive reasoning to handle long video sequences and temporal dependencies efficiently.

Ax Saswata Bose, Suvadeep Maiti, Shivam Kumar Sharma, Mythirayee S, Tapabrata Chakraborti, Srijitesh Rajendran, Raju S. Bapi 3/30/2026

AI Generalisation Gap In Comorbid Sleep Disorder Staging

Deep learning model for automated sleep staging shows poor generalization to clinical populations with comorbid sleep disorders; proposes iSLEEPS to address limitations.

Ax Tom Marty, Eric Elmoznino, Leo Gagnon, Tejas Kasetty, Mizu Nishikawa-Toomey, Sarthak Mittal, Guillaume Lajoie, Dhanya Sridhar 3/30/2026

A Compression Perspective on Simplicity Bias

Theoretical analysis of simplicity bias in neural networks using minimum description length principle and compression framework.

Ax Siqiao Xue, Zhaoyang Zhu, Wei Zhang, Rongyao Cai, Rui Wang, Yixiang Mu, Fan Zhou, Jianguo Li, Peng Di, Hang Yu 3/30/2026

QuitoBench: A High-Quality Open Time Series Forecasting Benchmark

QuitoBench open benchmark for time series forecasting covering eight trend-seasonality-forecastability regimes with regime-balanced dataset design.